Gradient descent for linear regression

Gradient descent for linear regression

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The starting point for all optimization theory and machine learning is the idea that we can use calculus to automatically step by step change the result towards improvement. In this course, we will apply this idea to a linear model.

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Visualization of the derivative

Derivative with respect to b

Derivative with respect to k

Complete the loop of approaching optimal

Vectors of derivatives

Visualization of the gradient direction

Complete the gradient descent

Course Content

Gradient descent for linear regression

Gradient descent for linear regression

Complete this visualization code Visualization of the derivative Derivative with respect to b Derivative with respect to k Complete the loop of approaching optimal Vectors of derivatives Visualization of the gradient direction Complete the gradient descent

Complete this visualization code

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Section 1. Chapter 1

AVAILABLE TO ULTIMATE ONLY

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